参数对改进RBF神经网络语音识别率的影响

Xia Wang, Jian Tian, Mengjun Wang
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引用次数: 1

摘要

在RBF神经网络设计中,隐含神经元数和参数影响网络的性能。本文讨论了使用不同的标准和参数来修剪隐藏神经元对改进RBF神经网络语音识别率的影响。首先介绍了三种隐神经元剪枝准则,然后提出了一种改进的RBF神经网络,最后给出了隐神经元剪枝前后的识别结果、BIC常数C、隐神经元数和识别率之间的关系。实验表明,适当的判据和参数可以获得较好的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Parameter influence on speech recognition rate of modified RBF neural network
In RBF neural network designing, hidden neuron number and parameter influence the performance of network. The paper discusses influences of pruning hidden neurons using different criteria and parameter on speech recognition rate of modified RBF neural network. First we introduce three hidden neuron pruning criteria, then propose a modified RBF neural network, at last recognition results before and after pruning hidden neuron, relationship among constant C of BIC, hidden neuron number and recognition rates are given. Experiments show that proper criteria and parameter will conduce to better results.
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